{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5d244f26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "421"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import gym\n",
    "\n",
    "\n",
    "#定义环境\n",
    "class MyWrapper(gym.Wrapper):\n",
    "\n",
    "    def __init__(self):\n",
    "        env = gym.make('Taxi-v3', render_mode='rgb_array')\n",
    "        super().__init__(env)\n",
    "        self.env = env\n",
    "        self.step_n = 0\n",
    "\n",
    "    def reset(self):\n",
    "        state, _ = self.env.reset()\n",
    "        self.step_n = 0\n",
    "        return state\n",
    "\n",
    "    def step(self, action):\n",
    "        state, reward, done, _, info = self.env.step(action)\n",
    "        self.step_n += 1\n",
    "        if self.step_n >= 200:\n",
    "            done = True\n",
    "        return state, reward, done, info\n",
    "\n",
    "\n",
    "env = MyWrapper()\n",
    "\n",
    "env.reset()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b77c66d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "#打印游戏\n",
    "def show():\n",
    "    plt.figure(figsize=(3, 3))\n",
    "    plt.imshow(env.render())\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f489de60",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "env.observation_space= Discrete(500)\n",
      "env.action_space= Discrete(6)\n",
      "state= 348\n",
      "action= 2\n",
      "next_state= 348\n",
      "reward= -1\n",
      "done= False\n",
      "info= {'prob': 1.0, 'action_mask': array([1, 1, 0, 1, 0, 0], dtype=int8)}\n"
     ]
    }
   ],
   "source": [
    "#认识游戏环境\n",
    "def test_env():\n",
    "    print('env.observation_space=', env.observation_space)\n",
    "    print('env.action_space=', env.action_space)\n",
    "\n",
    "    state = env.reset()\n",
    "    action = env.action_space.sample()\n",
    "    next_state, reward, done, info = env.step(action)\n",
    "\n",
    "    print('state=', state)\n",
    "    print('action=', action)\n",
    "    print('next_state=', next_state)\n",
    "    print('reward=', reward)\n",
    "    print('done=', done)\n",
    "    print('info=', info)\n",
    "\n",
    "\n",
    "test_env()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6d5c572d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<stable_baselines3.dqn.dqn.DQN at 0x7fd8e1da7a60>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from stable_baselines3 import DQN\n",
    "from stable_baselines3.common.env_util import make_vec_env\n",
    "\n",
    "#初始化模型\n",
    "model = DQN(\n",
    "    policy='MlpPolicy',\n",
    "    env=make_vec_env(MyWrapper, n_envs=8),  #使用N个环境同时训练\n",
    "    learning_rate=1e-3,\n",
    "    buffer_size=50000,  #最多积累N步最新的数据,旧的删除\n",
    "    learning_starts=2000,  #积累了N步的数据以后再开始训练\n",
    "    batch_size=64,  #每次采样N步\n",
    "    tau=0.8,  #软更新的比例,1就是硬更新\n",
    "    gamma=0.9,\n",
    "    train_freq=(1, 'step'),  #训练的频率\n",
    "    target_update_interval=1000,  #target网络更新的频率\n",
    "    policy_kwargs={},  #网络参数\n",
    "    verbose=0,\n",
    "    device='cpu')\n",
    "\n",
    "model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "22afd2bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/anaconda3/envs/pt39/lib/python3.9/site-packages/stable_baselines3/common/evaluation.py:67: UserWarning: Evaluation environment is not wrapped with a ``Monitor`` wrapper. This may result in reporting modified episode lengths and rewards, if other wrappers happen to modify these. Consider wrapping environment first with ``Monitor`` wrapper.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(-2000.0, 0.0)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from stable_baselines3.common.evaluation import evaluate_policy\n",
    "\n",
    "evaluate_policy(model, env, n_eval_episodes=20, deterministic=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "75e0b593",
   "metadata": {},
   "outputs": [],
   "source": [
    "# #训练N局游戏\n",
    "# model.learn(50_0000, progress_bar=True)\n",
    "\n",
    "# #保存模型\n",
    "# model.save('save/3.DQN.Taxi')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cdaaf12a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4.9, 5.166236541235795)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#加载模型\n",
    "model = DQN.load('save/3.DQN.Taxi')\n",
    "\n",
    "evaluate_policy(model, env, n_eval_episodes=20, deterministic=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "414e1478",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4 17 [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 20]\n"
     ]
    }
   ],
   "source": [
    "from IPython import display\n",
    "import random\n",
    "\n",
    "\n",
    "def test():\n",
    "    state = env.reset()\n",
    "    reward_sum = []\n",
    "    over = False\n",
    "    while not over:\n",
    "        action, _ = model.predict(state)\n",
    "        action = action.item()\n",
    "        state, reward, over, _ = env.step(action)\n",
    "        reward_sum.append(reward)\n",
    "\n",
    "        if len(reward_sum) % 1 == 0:\n",
    "            display.clear_output(wait=True)\n",
    "            show()\n",
    "\n",
    "    print(sum(reward_sum), len(reward_sum), reward_sum)\n",
    "\n",
    "\n",
    "test()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
